Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 1366 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 128.2 KiB |
| Average record size in memory | 96.1 B |
Variable types
| TimeSeries | 12 |
|---|
new_cases is highly overall correlated with new_deaths and 7 other fields | High correlation |
new_deaths is highly overall correlated with new_cases and 5 other fields | High correlation |
reproduction_rate is highly overall correlated with new_cases and 5 other fields | High correlation |
icu_patients is highly overall correlated with new_cases and 5 other fields | High correlation |
hosp_patients is highly overall correlated with new_cases and 5 other fields | High correlation |
new_tests is highly overall correlated with new_deaths and 4 other fields | High correlation |
positive_rate is highly overall correlated with new_cases and 5 other fields | High correlation |
people_vaccinated is highly overall correlated with population_density and 2 other fields | High correlation |
population_density is highly overall correlated with new_cases and 3 other fields | High correlation |
aged_65_older is highly overall correlated with new_cases and 3 other fields | High correlation |
aged_70_older is highly overall correlated with new_cases and 3 other fields | High correlation |
new_deaths is non stationary | Non stationary |
reproduction_rate is non stationary | Non stationary |
icu_patients is non stationary | Non stationary |
hosp_patients is non stationary | Non stationary |
new_tests is non stationary | Non stationary |
positive_rate is non stationary | Non stationary |
people_vaccinated is non stationary | Non stationary |
population_density is non stationary | Non stationary |
aged_65_older is non stationary | Non stationary |
aged_70_older is non stationary | Non stationary |
reproduction_rate is seasonal | Seasonal |
icu_patients is seasonal | Seasonal |
hosp_patients is seasonal | Seasonal |
new_tests is seasonal | Seasonal |
positive_rate is seasonal | Seasonal |
people_vaccinated is seasonal | Seasonal |
population_density is seasonal | Seasonal |
aged_65_older is seasonal | Seasonal |
aged_70_older is seasonal | Seasonal |
aged_65_older is highly skewed (γ1 = -25.71011417) | Skewed |
aged_70_older is highly skewed (γ1 = -25.74652501) | Skewed |
extreme_poverty is highly skewed (γ1 = -26.10551286) | Skewed |
new_deaths has 19 (1.4%) zeros | Zeros |
reproduction_rate has 290 (21.2%) zeros | Zeros |
icu_patients has 54 (4.0%) zeros | Zeros |
hosp_patients has 51 (3.7%) zeros | Zeros |
new_tests has 461 (33.7%) zeros | Zeros |
positive_rate has 469 (34.3%) zeros | Zeros |
people_vaccinated has 338 (24.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-02 16:43:59.678480 |
|---|---|
| Analysis finished | 2023-10-02 16:44:14.018835 |
| Duration | 14.34 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
new_cases
Numeric time series
| Distinct | 1352 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2391306 |
|---|---|
| Minimum | 0 |
| Maximum | 39501181 |
| Zeros | 13 |
| Zeros (%) | 1.0% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8682.75 |
| Q1 | 486812.75 |
| median | 1509698 |
| Q3 | 2457967.5 |
| 95-th percentile | 8003371 |
| Maximum | 39501181 |
| Range | 39501181 |
| Interquartile range (IQR) | 1971154.8 |
Descriptive statistics
| Standard deviation | 3830198.5 |
|---|---|
| Coefficient of variation (CV) | 1.6017183 |
| Kurtosis | 31.035731 |
| Mean | 2391306 |
| Median Absolute Deviation (MAD) | 993190.5 |
| Skewness | 4.8346862 |
| Sum | 3.266524 × 109 |
| Variance | 1.4670421 × 1013 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.002647101845 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13 | 1.0% |
| 4 | 2 | 0.1% |
| 16 | 2 | 0.1% |
| 2057076 | 1 | 0.1% |
| 2862787 | 1 | 0.1% |
| 2451082 | 1 | 0.1% |
| 1396524 | 1 | 0.1% |
| 2641781 | 1 | 0.1% |
| 11210398 | 1 | 0.1% |
| 2543170 | 1 | 0.1% |
| Other values (1342) | 1342 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 4 | 2 | 0.1% |
| 12 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 16 | 2 | 0.1% |
| 20 | 1 | 0.1% |
| 164 | 1 | 0.1% |
| 312 | 1 | 0.1% |
| 318 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 39501181 | 1 | |
| 39028694 | 1 | |
| 33371668 | 1 | |
| 33357075 | 1 | |
| 31447159 | 1 | |
| 29816600 | 1 | |
| 27409408 | 1 | |
| 27299032 | 1 | |
| 26943392 | 1 | |
| 25642776 | 1 |
ACF and PACF
new_deaths
Numeric time series
HIGH CORRELATION NON STATIONARY ZEROS
| Distinct | 1300 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21305.586 |
|---|---|
| Minimum | 0 |
| Maximum | 127161 |
| Zeros | 19 |
| Zeros (%) | 1.4% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 121.5 |
| Q1 | 4005 |
| median | 19927 |
| Q3 | 32573.25 |
| 95-th percentile | 54062 |
| Maximum | 127161 |
| Range | 127161 |
| Interquartile range (IQR) | 28568.25 |
Descriptive statistics
| Standard deviation | 19948.296 |
|---|---|
| Coefficient of variation (CV) | 0.93629419 |
| Kurtosis | 3.7336025 |
| Mean | 21305.586 |
| Median Absolute Deviation (MAD) | 14658 |
| Skewness | 1.4799899 |
| Sum | 29103430 |
| Variance | 3.9793452 × 108 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.2195432099 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 19 | 1.4% |
| 4 | 7 | 0.5% |
| 8 | 4 | 0.3% |
| 233 | 3 | 0.2% |
| 71 | 3 | 0.2% |
| 33354 | 2 | 0.1% |
| 273 | 2 | 0.1% |
| 376 | 2 | 0.1% |
| 1245 | 2 | 0.1% |
| 107 | 2 | 0.1% |
| Other values (1290) | 1320 |
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 4 | 7 | 0.5% |
| 8 | 4 | 0.3% |
| 10 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 20 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 44 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 127161 | 1 | |
| 121747 | 1 | |
| 119109 | 1 | |
| 118854 | 1 | |
| 118526 | 1 | |
| 118007 | 1 | |
| 111691 | 1 | |
| 110867 | 1 | |
| 107400 | 1 | |
| 107233 | 1 |
ACF and PACF
reproduction_rate
Numeric time series
HIGH CORRELATION NON STATIONARY SEASONAL ZEROS
| Distinct | 990 |
|---|---|
| Distinct (%) | 72.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123.32346 |
|---|---|
| Minimum | 0 |
| Maximum | 247.3 |
| Zeros | 290 |
| Zeros (%) | 21.2% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 69.1175 |
| median | 153.665 |
| Q3 | 176.1075 |
| 95-th percentile | 197.8575 |
| Maximum | 247.3 |
| Range | 247.3 |
| Interquartile range (IQR) | 106.99 |
Descriptive statistics
| Standard deviation | 73.83393 |
|---|---|
| Coefficient of variation (CV) | 0.59870144 |
| Kurtosis | -0.8678303 |
| Mean | 123.32346 |
| Median Absolute Deviation (MAD) | 26.05 |
| Skewness | -0.8463727 |
| Sum | 168459.84 |
| Variance | 5451.4493 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.538229496 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 290 | 21.2% |
| 172.73 | 3 | 0.2% |
| 170.38 | 3 | 0.2% |
| 178.27 | 2 | 0.1% |
| 171.28 | 2 | 0.1% |
| 170.67 | 2 | 0.1% |
| 171.05 | 2 | 0.1% |
| 175.62 | 2 | 0.1% |
| 176.43 | 2 | 0.1% |
| 173.82 | 2 | 0.1% |
| Other values (980) | 1056 |
| Value | Count | Frequency (%) |
| 0 | 290 | |
| 0.96 | 1 | 0.1% |
| 1.17 | 1 | 0.1% |
| 1.35 | 1 | 0.1% |
| 1.63 | 1 | 0.1% |
| 1.96 | 1 | 0.1% |
| 2.42 | 1 | 0.1% |
| 2.82 | 1 | 0.1% |
| 2.85 | 2 | 0.1% |
| 3.01 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 247.3 | 1 | |
| 246.94 | 1 | |
| 246.31 | 1 | |
| 244.77 | 1 | |
| 244.16 | 1 | |
| 242.54 | 1 | |
| 241.92 | 1 | |
| 241.89 | 1 | |
| 241.79 | 1 | |
| 240.68 | 1 |
ACF and PACF
icu_patients
Numeric time series
HIGH CORRELATION NON STATIONARY SEASONAL ZEROS
| Distinct | 1279 |
|---|---|
| Distinct (%) | 93.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18599.351 |
|---|---|
| Minimum | 0 |
| Maximum | 64534 |
| Zeros | 54 |
| Zeros (%) | 4.0% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 171 |
| Q1 | 5732.25 |
| median | 10873.5 |
| Q3 | 31703.75 |
| 95-th percentile | 49423.75 |
| Maximum | 64534 |
| Range | 64534 |
| Interquartile range (IQR) | 25971.5 |
Descriptive statistics
| Standard deviation | 16553.926 |
|---|---|
| Coefficient of variation (CV) | 0.89002712 |
| Kurtosis | -0.4670441 |
| Mean | 18599.351 |
| Median Absolute Deviation (MAD) | 9463.5 |
| Skewness | 0.8008415 |
| Sum | 25406713 |
| Variance | 2.7403248 × 108 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.316300242 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 54 | 4.0% |
| 6071 | 3 | 0.2% |
| 16874 | 2 | 0.1% |
| 6626 | 2 | 0.1% |
| 1200 | 2 | 0.1% |
| 5333 | 2 | 0.1% |
| 4984 | 2 | 0.1% |
| 5020 | 2 | 0.1% |
| 1769 | 2 | 0.1% |
| 11765 | 2 | 0.1% |
| Other values (1269) | 1293 |
| Value | Count | Frequency (%) |
| 0 | 54 | |
| 8 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| 19 | 1 | 0.1% |
| 22 | 2 | 0.1% |
| 26 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 64534 | 1 | |
| 64210 | 1 | |
| 64002 | 1 | |
| 63084 | 1 | |
| 63000 | 1 | |
| 62996 | 1 | |
| 62978 | 1 | |
| 62966 | 1 | |
| 62811 | 1 | |
| 62777 | 1 |
ACF and PACF
hosp_patients
Numeric time series
HIGH CORRELATION NON STATIONARY SEASONAL ZEROS
| Distinct | 1307 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 111657.25 |
|---|---|
| Minimum | 0 |
| Maximum | 363932 |
| Zeros | 51 |
| Zeros (%) | 3.7% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1209.75 |
| Q1 | 56808 |
| median | 93951 |
| Q3 | 151361.75 |
| 95-th percentile | 292081.25 |
| Maximum | 363932 |
| Range | 363932 |
| Interquartile range (IQR) | 94553.75 |
Descriptive statistics
| Standard deviation | 82450.504 |
|---|---|
| Coefficient of variation (CV) | 0.73842498 |
| Kurtosis | 0.48990952 |
| Mean | 111657.25 |
| Median Absolute Deviation (MAD) | 47656 |
| Skewness | 0.96552984 |
| Sum | 1.5252381 × 108 |
| Variance | 6.7980856 × 109 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.1170527935 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 51 | 3.7% |
| 1 | 3 | 0.2% |
| 78856 | 2 | 0.1% |
| 26777 | 2 | 0.1% |
| 162109 | 2 | 0.1% |
| 62063 | 2 | 0.1% |
| 69403 | 2 | 0.1% |
| 12881 | 2 | 0.1% |
| 197561 | 2 | 0.1% |
| 122245 | 1 | 0.1% |
| Other values (1297) | 1297 |
| Value | Count | Frequency (%) |
| 0 | 51 | |
| 1 | 3 | 0.2% |
| 116 | 1 | 0.1% |
| 127 | 1 | 0.1% |
| 146 | 1 | 0.1% |
| 151 | 1 | 0.1% |
| 165 | 1 | 0.1% |
| 305 | 1 | 0.1% |
| 360 | 1 | 0.1% |
| 367 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 363932 | 1 | |
| 358785 | 1 | |
| 356423 | 1 | |
| 352117 | 1 | |
| 348415 | 1 | |
| 348294 | 1 | |
| 348203 | 1 | |
| 347719 | 1 | |
| 347324 | 1 | |
| 346888 | 1 |
ACF and PACF
new_tests
Numeric time series
HIGH CORRELATION NON STATIONARY SEASONAL ZEROS
| Distinct | 905 |
|---|---|
| Distinct (%) | 66.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3714144.9 |
|---|---|
| Minimum | 0 |
| Maximum | 40004361 |
| Zeros | 461 |
| Zeros (%) | 33.7% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2568733 |
| Q3 | 7025344.8 |
| 95-th percentile | 10239692 |
| Maximum | 40004361 |
| Range | 40004361 |
| Interquartile range (IQR) | 7025344.8 |
Descriptive statistics
| Standard deviation | 4043172 |
|---|---|
| Coefficient of variation (CV) | 1.0885876 |
| Kurtosis | 3.9891303 |
| Mean | 3714144.9 |
| Median Absolute Deviation (MAD) | 2568733 |
| Skewness | 1.1570835 |
| Sum | 5.0735219 × 109 |
| Variance | 1.634724 × 1013 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.6653825112 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 461 | |
| 175 | 2 | 0.1% |
| 9622180 | 1 | 0.1% |
| 9843011 | 1 | 0.1% |
| 8191464 | 1 | 0.1% |
| 6459196 | 1 | 0.1% |
| 7907851 | 1 | 0.1% |
| 9329052 | 1 | 0.1% |
| 9517655 | 1 | 0.1% |
| 10119314 | 1 | 0.1% |
| Other values (895) | 895 |
| Value | Count | Frequency (%) |
| 0 | 461 | |
| 29 | 1 | 0.1% |
| 49 | 1 | 0.1% |
| 94 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 97 | 1 | 0.1% |
| 123 | 1 | 0.1% |
| 167 | 1 | 0.1% |
| 172 | 1 | 0.1% |
| 175 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 40004361 | 1 | |
| 16610100 | 1 | |
| 16188778 | 1 | |
| 16188243 | 1 | |
| 16024393 | 1 | |
| 15920713 | 1 | |
| 15894016 | 1 | |
| 15614258 | 1 | |
| 15284537 | 1 | |
| 15227913 | 1 |
ACF and PACF
positive_rate
Numeric time series
HIGH CORRELATION NON STATIONARY SEASONAL ZEROS
| Distinct | 893 |
|---|---|
| Distinct (%) | 65.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8934368 |
|---|---|
| Minimum | 0 |
| Maximum | 31.53 |
| Zeros | 469 |
| Zeros (%) | 34.3% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 8.1848 |
| Q3 | 11.134825 |
| 95-th percentile | 17.7896 |
| Maximum | 31.53 |
| Range | 31.53 |
| Interquartile range (IQR) | 11.134825 |
Descriptive statistics
| Standard deviation | 6.692481 |
|---|---|
| Coefficient of variation (CV) | 0.97084824 |
| Kurtosis | 1.0571928 |
| Mean | 6.8934368 |
| Median Absolute Deviation (MAD) | 4.695 |
| Skewness | 0.8813799 |
| Sum | 9416.4347 |
| Variance | 44.789302 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.1731009777 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 469 | |
| 0.026 | 2 | 0.1% |
| 12.8412 | 2 | 0.1% |
| 9.4435 | 2 | 0.1% |
| 0.2004 | 2 | 0.1% |
| 10.4614 | 2 | 0.1% |
| 11.428 | 1 | 0.1% |
| 12.3304 | 1 | 0.1% |
| 11.9959 | 1 | 0.1% |
| 13.2038 | 1 | 0.1% |
| Other values (883) | 883 |
| Value | Count | Frequency (%) |
| 0 | 469 | |
| 0.026 | 2 | 0.1% |
| 0.0294 | 1 | 0.1% |
| 0.0302 | 1 | 0.1% |
| 0.031 | 1 | 0.1% |
| 0.038 | 1 | 0.1% |
| 0.042 | 1 | 0.1% |
| 0.049 | 1 | 0.1% |
| 0.05 | 1 | 0.1% |
| 0.076 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 31.53 | 1 | |
| 30.6225 | 1 | |
| 30.432 | 1 | |
| 30.3182 | 1 | |
| 30.2324 | 1 | |
| 29.9115 | 1 | |
| 29.8175 | 1 | |
| 29.782 | 1 | |
| 29.6344 | 1 | |
| 29.6234 | 1 |
ACF and PACF
people_vaccinated
Numeric time series
HIGH CORRELATION NON STATIONARY SEASONAL ZEROS
| Distinct | 1028 |
|---|---|
| Distinct (%) | 75.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0658198 × 1010 |
|---|---|
| Minimum | 0 |
| Maximum | 2.0521728 × 1010 |
| Zeros | 338 |
| Zeros (%) | 24.7% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 14.5 |
| median | 1.4981407 × 1010 |
| Q3 | 1.8702228 × 1010 |
| 95-th percentile | 1.9178431 × 1010 |
| Maximum | 2.0521728 × 1010 |
| Range | 2.0521728 × 1010 |
| Interquartile range (IQR) | 1.8702228 × 1010 |
Descriptive statistics
| Standard deviation | 8.5300688 × 109 |
|---|---|
| Coefficient of variation (CV) | 0.80032938 |
| Kurtosis | -1.7884883 |
| Mean | 1.0658198 × 1010 |
| Median Absolute Deviation (MAD) | 4.1620046 × 109 |
| Skewness | -0.27081473 |
| Sum | 1.4559098 × 1013 |
| Variance | 7.2762074 × 1019 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.6947824103 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 338 | 24.7% |
| 4 | 2 | 0.1% |
| 1.892215803 × 1010 | 1 | 0.1% |
| 1.904951449 × 1010 | 1 | 0.1% |
| 1.898268738 × 1010 | 1 | 0.1% |
| 1.886053076 × 1010 | 1 | 0.1% |
| 1.897340489 × 1010 | 1 | 0.1% |
| 1.907878553 × 1010 | 1 | 0.1% |
| 1.896818696 × 1010 | 1 | 0.1% |
| 1.899064081 × 1010 | 1 | 0.1% |
| Other values (1018) | 1018 |
| Value | Count | Frequency (%) |
| 0 | 338 | |
| 4 | 2 | 0.1% |
| 5 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 39 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 56 | 1 | 0.1% |
| 60 | 1 | 0.1% |
| 147316 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2.052172793 × 1010 | 1 | |
| 2.047270104 × 1010 | 1 | |
| 2.041170943 × 1010 | 1 | |
| 2.040778457 × 1010 | 1 | |
| 2.034131371 × 1010 | 1 | |
| 2.030446307 × 1010 | 1 | |
| 2.025998364 × 1010 | 1 | |
| 2.023128478 × 1010 | 1 | |
| 2.021771874 × 1010 | 1 | |
| 2.018900507 × 1010 | 1 |
ACF and PACF
population_density
Numeric time series
HIGH CORRELATION NON STATIONARY SEASONAL
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86687.695 |
|---|---|
| Minimum | 82.621 |
| Maximum | 95669.736 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 82.621 |
|---|---|
| 5-th percentile | 75122.97 |
| Q1 | 75122.97 |
| median | 95669.736 |
| Q3 | 95669.736 |
| 95-th percentile | 95669.736 |
| Maximum | 95669.736 |
| Range | 95587.115 |
| Interquartile range (IQR) | 20546.766 |
Descriptive statistics
| Standard deviation | 11058.282 |
|---|---|
| Coefficient of variation (CV) | 0.12756461 |
| Kurtosis | 3.5610736 |
| Mean | 86687.695 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.0157824 |
| Sum | 1.1841539 × 108 |
| Variance | 1.2228561 × 108 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 4.487573366 × 10-12 |
Histogram with fixed size bins (bins=4)
| Value | Count | Frequency (%) |
| 95669.736 | 795 | |
| 75122.97 | 514 | |
| 68083.256 | 55 | 4.0% |
| 82.621 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 82.621 | 2 | 0.1% |
| 68083.256 | 55 | 4.0% |
| 75122.97 | 514 | |
| 95669.736 | 795 |
| Value | Count | Frequency (%) |
| 95669.736 | 795 | |
| 75122.97 | 514 | |
| 68083.256 | 55 | 4.0% |
| 82.621 | 2 | 0.1% |
ACF and PACF
aged_65_older
Numeric time series
HIGH CORRELATION NON STATIONARY SEASONAL SKEWED
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1672.4515 |
|---|---|
| Minimum | 18.055 |
| Maximum | 1679.622 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 18.055 |
|---|---|
| 5-th percentile | 1669.824 |
| Q1 | 1669.824 |
| median | 1679.622 |
| Q3 | 1679.622 |
| 95-th percentile | 1679.622 |
| Maximum | 1679.622 |
| Range | 1661.567 |
| Interquartile range (IQR) | 9.798 |
Descriptive statistics
| Standard deviation | 63.696797 |
|---|---|
| Coefficient of variation (CV) | 0.038085885 |
| Kurtosis | 666.71554 |
| Mean | 1672.4515 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -25.710114 |
| Sum | 2284568.8 |
| Variance | 4057.282 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0 |
Histogram with fixed size bins (bins=4)
| Value | Count | Frequency (%) |
| 1679.622 | 795 | |
| 1669.824 | 514 | |
| 1653.521 | 55 | 4.0% |
| 18.055 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 18.055 | 2 | 0.1% |
| 1653.521 | 55 | 4.0% |
| 1669.824 | 514 | |
| 1679.622 | 795 |
| Value | Count | Frequency (%) |
| 1679.622 | 795 | |
| 1669.824 | 514 | |
| 1653.521 | 55 | 4.0% |
| 18.055 | 2 | 0.1% |
ACF and PACF
aged_70_older
Numeric time series
HIGH CORRELATION NON STATIONARY SEASONAL SKEWED
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1084.6303 |
|---|---|
| Minimum | 11.762 |
| Maximum | 1090.172 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 11.762 |
|---|---|
| 5-th percentile | 1083.801 |
| Q1 | 1083.801 |
| median | 1088.792 |
| Q3 | 1088.792 |
| 95-th percentile | 1088.792 |
| Maximum | 1090.172 |
| Range | 1078.41 |
| Interquartile range (IQR) | 4.991 |
Descriptive statistics
| Standard deviation | 41.288068 |
|---|---|
| Coefficient of variation (CV) | 0.03806649 |
| Kurtosis | 667.94967 |
| Mean | 1084.6303 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -25.746525 |
| Sum | 1481605 |
| Variance | 1704.7046 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.9212631403 |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 1088.792 | 794 | |
| 1083.801 | 514 | |
| 1073.643 | 39 | 2.9% |
| 1065.29 | 16 | 1.2% |
| 11.762 | 2 | 0.1% |
| 1090.172 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 11.762 | 2 | 0.1% |
| 1065.29 | 16 | 1.2% |
| 1073.643 | 39 | 2.9% |
| 1083.801 | 514 | |
| 1088.792 | 794 | |
| 1090.172 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1090.172 | 1 | 0.1% |
| 1088.792 | 794 | |
| 1083.801 | 514 | |
| 1073.643 | 39 | 2.9% |
| 1065.29 | 16 | 1.2% |
| 11.762 | 2 | 0.1% |
ACF and PACF
extreme_poverty
Numeric time series
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1742.3498 |
|---|---|
| Minimum | 3.1 |
| Maximum | 1744.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.8 KiB |
Quantile statistics
| Minimum | 3.1 |
|---|---|
| 5-th percentile | 1744.9 |
| Q1 | 1744.9 |
| median | 1744.9 |
| Q3 | 1744.9 |
| 95-th percentile | 1744.9 |
| Maximum | 1744.9 |
| Range | 1741.8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 66.623707 |
|---|---|
| Coefficient of variation (CV) | 0.038237849 |
| Kurtosis | 680.49413 |
| Mean | 1742.3498 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -26.105513 |
| Sum | 2380049.8 |
| Variance | 4438.7183 |
| Monotonicity | Increasing |
| Augmented Dickey-Fuller test p-value | 0 |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 1744.9 | 1364 | |
| 3.1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 3.1 | 2 | 0.1% |
| 1744.9 | 1364 |
| Value | Count | Frequency (%) |
| 1744.9 | 1364 | |
| 3.1 | 2 | 0.1% |
ACF and PACF
| new_cases | new_deaths | reproduction_rate | icu_patients | hosp_patients | new_tests | positive_rate | people_vaccinated | population_density | aged_65_older | aged_70_older | extreme_poverty | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| new_cases | 1.000 | 0.670 | 0.543 | 0.684 | 0.783 | 0.487 | 0.536 | 0.180 | 0.622 | 0.622 | 0.622 | 0.066 |
| new_deaths | 0.670 | 1.000 | 0.761 | 0.901 | 0.737 | 0.771 | 0.693 | -0.399 | 0.280 | 0.280 | 0.279 | 0.065 |
| reproduction_rate | 0.543 | 0.761 | 1.000 | 0.804 | 0.626 | 0.796 | 0.735 | -0.477 | 0.219 | 0.219 | 0.219 | 0.052 |
| icu_patients | 0.684 | 0.901 | 0.804 | 1.000 | 0.893 | 0.795 | 0.728 | -0.317 | 0.332 | 0.332 | 0.332 | 0.064 |
| hosp_patients | 0.783 | 0.737 | 0.626 | 0.893 | 1.000 | 0.622 | 0.659 | -0.024 | 0.485 | 0.485 | 0.485 | 0.064 |
| new_tests | 0.487 | 0.771 | 0.796 | 0.795 | 0.622 | 1.000 | 0.878 | -0.455 | 0.259 | 0.259 | 0.259 | 0.022 |
| positive_rate | 0.536 | 0.693 | 0.735 | 0.728 | 0.659 | 0.878 | 1.000 | -0.389 | 0.191 | 0.191 | 0.192 | 0.044 |
| people_vaccinated | 0.180 | -0.399 | -0.477 | -0.317 | -0.024 | -0.455 | -0.389 | 1.000 | 0.547 | 0.547 | 0.547 | 0.050 |
| population_density | 0.622 | 0.280 | 0.219 | 0.332 | 0.485 | 0.259 | 0.191 | 0.547 | 1.000 | 1.000 | 0.999 | 0.076 |
| aged_65_older | 0.622 | 0.280 | 0.219 | 0.332 | 0.485 | 0.259 | 0.191 | 0.547 | 1.000 | 1.000 | 0.999 | 0.076 |
| aged_70_older | 0.622 | 0.279 | 0.219 | 0.332 | 0.485 | 0.259 | 0.192 | 0.547 | 0.999 | 0.999 | 1.000 | 0.076 |
| extreme_poverty | 0.066 | 0.065 | 0.052 | 0.064 | 0.064 | 0.022 | 0.044 | 0.050 | 0.076 | 0.076 | 0.076 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| new_cases | new_deaths | reproduction_rate | icu_patients | hosp_patients | new_tests | positive_rate | people_vaccinated | population_density | aged_65_older | aged_70_older | extreme_poverty | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 29.0 | 0.000 | 0.0 | 82.621 | 18.055 | 11.762 | 3.1 |
| 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 167.0 | 0.000 | 0.0 | 82.621 | 18.055 | 11.762 | 3.1 |
| 2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 94.0 | 0.000 | 0.0 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |
| 3 | 14.0 | 0.0 | 0.0 | 0.0 | 0.0 | 123.0 | 0.000 | 0.0 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |
| 4 | 0.0 | 15.0 | 0.0 | 0.0 | 0.0 | 97.0 | 0.000 | 0.0 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |
| 5 | 12.0 | 0.0 | 0.0 | 0.0 | 1.0 | 225.0 | 0.000 | 0.0 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |
| 6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 215.0 | 0.168 | 0.0 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |
| 7 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 175.0 | 0.164 | 0.0 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |
| 8 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 205.0 | 0.140 | 0.0 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |
| 9 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 244.0 | 0.104 | 0.0 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |
| new_cases | new_deaths | reproduction_rate | icu_patients | hosp_patients | new_tests | positive_rate | people_vaccinated | population_density | aged_65_older | aged_70_older | extreme_poverty | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1356 | 73429.0 | 309.0 | 0.0 | 211.0 | 6191.0 | 0.0 | 0.0 | 1.797442e+10 | 68083.256 | 1653.521 | 1073.643 | 1744.9 |
| 1357 | 78046.0 | 321.0 | 0.0 | 208.0 | 5891.0 | 0.0 | 0.0 | 1.816044e+10 | 68083.256 | 1653.521 | 1073.643 | 1744.9 |
| 1358 | 552.0 | 4.0 | 0.0 | 454.0 | 21701.0 | 0.0 | 0.0 | 1.773175e+10 | 68083.256 | 1653.521 | 1073.643 | 1744.9 |
| 1359 | 536.0 | 0.0 | 0.0 | 27.0 | 1188.0 | 0.0 | 0.0 | 1.758025e+10 | 68083.256 | 1653.521 | 1073.643 | 1744.9 |
| 1360 | 3840.0 | 4.0 | 0.0 | 22.0 | 556.0 | 0.0 | 0.0 | 1.758034e+10 | 68083.256 | 1653.521 | 1073.643 | 1744.9 |
| 1361 | 2388.0 | 8.0 | 0.0 | 10.0 | 146.0 | 0.0 | 0.0 | 1.773281e+10 | 68083.256 | 1653.521 | 1073.643 | 1744.9 |
| 1362 | 4240.0 | 88.0 | 0.0 | 8.0 | 116.0 | 0.0 | 0.0 | 1.772418e+10 | 68083.256 | 1653.521 | 1073.643 | 1744.9 |
| 1363 | 0.0 | 0.0 | 0.0 | 18.0 | 360.0 | 0.0 | 0.0 | 1.754046e+10 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |
| 1364 | 0.0 | 0.0 | 0.0 | 22.0 | 367.0 | 0.0 | 0.0 | 1.778454e+10 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |
| 1365 | 0.0 | 0.0 | 0.0 | 19.0 | 368.0 | 0.0 | 0.0 | 1.757173e+10 | 68083.256 | 1653.521 | 1065.290 | 1744.9 |